{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"193518\">Loading BokehJS ...</span>\n",
       "    </div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  const force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "const JS_MIME_TYPE = 'application/javascript';\n",
       "  const HTML_MIME_TYPE = 'text/html';\n",
       "  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  const CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    const script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    const cell = handle.cell;\n",
       "\n",
       "    const id = cell.output_area._bokeh_element_id;\n",
       "    const server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd_clean, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            const id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd_destroy);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    const output_area = handle.output_area;\n",
       "    const output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      const bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      const script_attrs = bk_div.children[0].attributes;\n",
       "      for (let i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      const toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    const events = require('base/js/events');\n",
       "    const OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  const NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    const el = document.getElementById(\"193518\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error(url) {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (let i = 0; i < css_urls.length; i++) {\n",
       "      const url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    for (let i = 0; i < js_urls.length; i++) {\n",
       "      const url = js_urls[i];\n",
       "      const element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\"];\n",
       "  const css_urls = [];\n",
       "\n",
       "  const inline_js = [    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "function(Bokeh) {\n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "          for (let i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      const cell = $(document.getElementById(\"193518\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n\n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    const el = document.getElementById(\"193518\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\"];\n  const css_urls = [];\n\n  const inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {\n    }\n  ];\n\n  function run_inline_js() {\n    if (root.Bokeh !== undefined || force === true) {\n          for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\nif (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      const cell = $(document.getElementById(\"193518\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 引入必要的库\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import pandas_bokeh\n",
    "from bokeh.io import show, output_notebook\n",
    "from bokeh.plotting import figure\n",
    "pandas_bokeh.output_notebook()\n",
    "pd.set_option('plotting.backend', 'pandas_bokeh')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>转债代码</th>\n",
       "      <th>转债名称</th>\n",
       "      <th>转债拼音</th>\n",
       "      <th>现价</th>\n",
       "      <th>涨跌幅</th>\n",
       "      <th>近5日涨跌幅</th>\n",
       "      <th>近20日涨跌幅</th>\n",
       "      <th>近3月涨跌幅</th>\n",
       "      <th>近1年涨跌幅</th>\n",
       "      <th>正股代码</th>\n",
       "      <th>...</th>\n",
       "      <th>real_force_redeem_price</th>\n",
       "      <th>option_tip</th>\n",
       "      <th>pct_chg</th>\n",
       "      <th>adjust_status</th>\n",
       "      <th>unadj_cnt</th>\n",
       "      <th>redeem_remain_days</th>\n",
       "      <th>adjust_remain_days</th>\n",
       "      <th>adjust_orders</th>\n",
       "      <th>redeem_orders</th>\n",
       "      <th>custom_formula1001</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>404001</td>\n",
       "      <td>蓝盾退债</td>\n",
       "      <td>ldtz</td>\n",
       "      <td>47.948</td>\n",
       "      <td>0.00</td>\n",
       "      <td>78.80</td>\n",
       "      <td>90.80</td>\n",
       "      <td>-52.05</td>\n",
       "      <td>-52.05</td>\n",
       "      <td>400194</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>14</td>\n",
       "      <td>1.420000e+01</td>\n",
       "      <td>-15.00</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>113678</td>\n",
       "      <td>中贝转债</td>\n",
       "      <td>zbzz</td>\n",
       "      <td>100.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>603220</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.570000e+01</td>\n",
       "      <td>-868.00</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>404002</td>\n",
       "      <td>搜特退债</td>\n",
       "      <td>sttz</td>\n",
       "      <td>18.243</td>\n",
       "      <td>0.00</td>\n",
       "      <td>49.23</td>\n",
       "      <td>-81.76</td>\n",
       "      <td>-81.76</td>\n",
       "      <td>-81.76</td>\n",
       "      <td>400198</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.100000e+00</td>\n",
       "      <td>-15.00</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>123229</td>\n",
       "      <td>艾录转债</td>\n",
       "      <td>alzz</td>\n",
       "      <td>100.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>301062</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.060000e+01</td>\n",
       "      <td>-872.00</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>128143</td>\n",
       "      <td>锋龙转债</td>\n",
       "      <td>flzz</td>\n",
       "      <td>141.900</td>\n",
       "      <td>-14.78</td>\n",
       "      <td>9.14</td>\n",
       "      <td>13.76</td>\n",
       "      <td>14.99</td>\n",
       "      <td>18.79</td>\n",
       "      <td>002931</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>-3.88</td>\n",
       "      <td>None</td>\n",
       "      <td>4</td>\n",
       "      <td>11</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.570000e+01</td>\n",
       "      <td>0.27</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>551</th>\n",
       "      <td>118008</td>\n",
       "      <td>海优转债</td>\n",
       "      <td>hyzz</td>\n",
       "      <td>105.200</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.22</td>\n",
       "      <td>-2.48</td>\n",
       "      <td>-5.95</td>\n",
       "      <td>-12.96</td>\n",
       "      <td>688680</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>-10.39</td>\n",
       "      <td>None</td>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.706957e+09</td>\n",
       "      <td>-15.00</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>552</th>\n",
       "      <td>118005</td>\n",
       "      <td>天奈转债</td>\n",
       "      <td>tnzz</td>\n",
       "      <td>102.200</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.59</td>\n",
       "      <td>-1.64</td>\n",
       "      <td>-2.48</td>\n",
       "      <td>-12.51</td>\n",
       "      <td>688116</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>-9.56</td>\n",
       "      <td>None</td>\n",
       "      <td>4</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.714215e+09</td>\n",
       "      <td>-15.00</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>553</th>\n",
       "      <td>113584</td>\n",
       "      <td>家悦转债</td>\n",
       "      <td>jyzz</td>\n",
       "      <td>106.038</td>\n",
       "      <td>0.02</td>\n",
       "      <td>-0.13</td>\n",
       "      <td>0.39</td>\n",
       "      <td>-2.45</td>\n",
       "      <td>2.22</td>\n",
       "      <td>603708</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>1.65</td>\n",
       "      <td>None</td>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.712660e+09</td>\n",
       "      <td>-15.00</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>554</th>\n",
       "      <td>113575</td>\n",
       "      <td>东时转债</td>\n",
       "      <td>dszz</td>\n",
       "      <td>158.237</td>\n",
       "      <td>1.35</td>\n",
       "      <td>2.23</td>\n",
       "      <td>-1.29</td>\n",
       "      <td>9.07</td>\n",
       "      <td>17.42</td>\n",
       "      <td>603377</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>-9.56</td>\n",
       "      <td>None</td>\n",
       "      <td>2</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.725447e+09</td>\n",
       "      <td>-15.00</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555</th>\n",
       "      <td>113633</td>\n",
       "      <td>科沃转债</td>\n",
       "      <td>kwzz</td>\n",
       "      <td>105.816</td>\n",
       "      <td>-0.39</td>\n",
       "      <td>1.30</td>\n",
       "      <td>-2.00</td>\n",
       "      <td>-5.07</td>\n",
       "      <td>-3.17</td>\n",
       "      <td>603486</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>2.38</td>\n",
       "      <td>None</td>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.713697e+09</td>\n",
       "      <td>-15.00</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>556 rows × 103 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       转债代码  转债名称  转债拼音       现价    涨跌幅  近5日涨跌幅  近20日涨跌幅  近3月涨跌幅  近1年涨跌幅  \\\n",
       "0    404001  蓝盾退债  ldtz   47.948   0.00   78.80    90.80  -52.05  -52.05   \n",
       "1    113678  中贝转债  zbzz  100.000   0.00     NaN      NaN     NaN     NaN   \n",
       "2    404002  搜特退债  sttz   18.243   0.00   49.23   -81.76  -81.76  -81.76   \n",
       "3    123229  艾录转债  alzz  100.000   0.00     NaN      NaN     NaN     NaN   \n",
       "4    128143  锋龙转债  flzz  141.900 -14.78    9.14    13.76   14.99   18.79   \n",
       "..      ...   ...   ...      ...    ...     ...      ...     ...     ...   \n",
       "551  118008  海优转债  hyzz  105.200   0.32    0.22    -2.48   -5.95  -12.96   \n",
       "552  118005  天奈转债  tnzz  102.200   0.02    0.59    -1.64   -2.48  -12.51   \n",
       "553  113584  家悦转债  jyzz  106.038   0.02   -0.13     0.39   -2.45    2.22   \n",
       "554  113575  东时转债  dszz  158.237   1.35    2.23    -1.29    9.07   17.42   \n",
       "555  113633  科沃转债  kwzz  105.816  -0.39    1.30    -2.00   -5.07   -3.17   \n",
       "\n",
       "       正股代码  ... real_force_redeem_price option_tip  pct_chg  adjust_status  \\\n",
       "0    400194  ...                    None                 NaN           None   \n",
       "1    603220  ...                    None                 NaN           None   \n",
       "2    400198  ...                    None                 NaN           None   \n",
       "3    301062  ...                    None                 NaN           None   \n",
       "4    002931  ...                    None               -3.88           None   \n",
       "..      ...  ...                     ...        ...      ...            ...   \n",
       "551  688680  ...                    None              -10.39           None   \n",
       "552  688116  ...                    None               -9.56           None   \n",
       "553  603708  ...                    None                1.65           None   \n",
       "554  603377  ...                    None               -9.56           None   \n",
       "555  603486  ...                    None                2.38           None   \n",
       "\n",
       "     unadj_cnt  redeem_remain_days  adjust_remain_days adjust_orders  \\\n",
       "0            0                  -1                  14  1.420000e+01   \n",
       "1            0                  -1                  -1  1.570000e+01   \n",
       "2            0                  -1                   1  1.100000e+00   \n",
       "3            0                  -1                  -1  1.060000e+01   \n",
       "4            4                  11                  -1  1.570000e+01   \n",
       "..         ...                 ...                 ...           ...   \n",
       "551          3                  -1                  -1  1.706957e+09   \n",
       "552          4                  -1                  -1  1.714215e+09   \n",
       "553          3                  -1                  -1  1.712660e+09   \n",
       "554          2                  -1                  -1  1.725447e+09   \n",
       "555          3                  -1                  -1  1.713697e+09   \n",
       "\n",
       "     redeem_orders  custom_formula1001  \n",
       "0           -15.00                None  \n",
       "1          -868.00                None  \n",
       "2           -15.00                None  \n",
       "3          -872.00                None  \n",
       "4             0.27                None  \n",
       "..             ...                 ...  \n",
       "551         -15.00                None  \n",
       "552         -15.00                None  \n",
       "553         -15.00                None  \n",
       "554         -15.00                None  \n",
       "555         -15.00                None  \n",
       "\n",
       "[556 rows x 103 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 连接数据库\n",
    "from sqlalchemy import create_engine\n",
    "from sqlalchemy.orm import scoped_session, sessionmaker\n",
    "from sqlalchemy.pool import NullPool\n",
    "\n",
    "from jsl_map import columns_map\n",
    "class DbHandler(object):\n",
    "    def __init__(self, name='lhjy'):\n",
    "        con_url = 'mysql+pymysql://root:alpine@localhost:3306/' + name\n",
    "        self.db_addr = con_url\n",
    "\n",
    "    def create_session(self):\n",
    "        # 初始化数据库连接:\n",
    "        # engine = create_engine(con_url, pool_size=100, pool_recycle=3600)\n",
    "        self.engine = create_engine(self.db_addr, poolclass=NullPool)\n",
    "        self.session = scoped_session(sessionmaker(bind=self.engine))\n",
    "\n",
    "    def close_session(self):\n",
    "        self.session.close()\n",
    "db = DbHandler()\n",
    "db.create_session()\n",
    "data = pd.read_sql_table(\"jsl_bonds_alive\", db.engine)\n",
    "data.rename(columns=columns_map,inplace=True)\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\81576\\PycharmProjects\\data_show\\37-venv\\lib\\site-packages\\pandas_bokeh\\plot.py:1333: UserWarning: There are more than 5 categories in the scatterplot. The legend might be crowded, to hide the axis you can pass 'legend=False' as an optional argument.\n",
      "  \"There are more than 5 categories in the scatterplot. The legend might be crowded, to hide the axis you can pass 'legend=False' as an optional argument.\"\n"
     ]
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\"},\"renderers\":[{\"id\":\"193709\"}]},\"id\":\"193733\",\"type\":\"LegendItem\"},{\"attributes\":{\"data\":{\"__x__values\":{\"__ndarray__\":\"KVyPwvUo+D8zMzMzMzP/Pw==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[2]},\"__x__values_original\":{\"__ndarray__\":\"KVyPwvUo+D8zMzMzMzP/Pw==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[2]},\"category\":[\"\\u5176\\u4ed6\\u77f3\\u5316\",\"\\u5176\\u4ed6\\u77f3\\u5316\"],\"y\":{\"__ndarray__\":\"rkfhehQuG0DD9Shcj8IPQA==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[2]},\"\\u8f6c\\u503a\\u540d\\u79f0\":[\"\\u9f50\\u7fd4\\u8f6c2\",\"\\u535a\\u6c47\\u8f6c\\u503a\"]},\"selected\":{\"id\":\"201469\"},\"selection_policy\":{\"id\":\"201468\"}},\"id\":\"201296\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"renderers\":[{\"id\":\"193709\"}],\"tooltips\":\"@{\\u8f6c\\u503a\\u540d\\u79f0}\"},\"id\":\"193734\",\"type\":\"HoverTool\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"201296\"},\"glyph\":{\"id\":\"201298\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"201300\"},\"nonselection_glyph\":{\"id\":\"201299\"},\"view\":{\"id\":\"201302\"}},\"id\":\"201301\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data\":{\"__x__values\":{\"__ndarray__\":\"16NwPQpXWkB7FK5H4XrkP5qZmZmZmf0/MzMzMzMzAUDD9Shcj8LFPw==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[5]},\"__x__values_original\":{\"__ndarray__\":\"16NwPQpXWkB7FK5H4XrkP5qZmZmZmf0/MzMzMzMzAUDD9Shcj8LFPw==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[5]},\"category\":[\"\\u57fa\\u5efa\\u5e02\\u653f\\u5de5\\u7a0b\",\"\\u57fa\\u5efa\\u5e02\\u653f\\u5de5\\u7a0b\",\"\\u57fa\\u5efa\\u5e02\\u653f\\u5de5\\u7a0b\",\"\\u57fa\\u5efa\\u5e02\\u653f\\u5de5\\u7a0b\",\"\\u57fa\\u5efa\\u5e02\\u653f\\u5de5\\u7a0b\"],\"y\":{\"__ndarray__\":\"w/UoXI/CAUD6fmq8dPM9QM3MzMzMzAxAuB6F61H4IECuR+F6FC5IQA==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[5]},\"\\u8f6c\\u503a\\u540d\\u79f0\":[\"\\u4e1c\\u6e56\\u8f6c\\u503a\",\"\\u6838\\u5efa\\u8f6c\\u503a\",\"\\u6c47\\u901a\\u8f6c\\u503a\",\"\\u4ea4\\u5efa\\u8f6c\\u503a\",\"\\u5c71\\u8def\\u8f6c\\u503a\"]},\"selected\":{\"id\":\"193765\"},\"selection_policy\":{\"id\":\"193764\"}},\"id\":\"193736\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"label\":{\"value\":\"\\u98ce\\u529b\\u53d1\\u7535 \"},\"renderers\":[{\"id\":\"201479\"}]},\"id\":\"201651\",\"type\":\"LegendItem\"},{\"attributes\":{\"source\":{\"id\":\"201296\"}},\"id\":\"201302\",\"type\":\"CDSView\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#9edae5\"},\"hatch_alpha\":{\"value\":0.1},\"hatch_color\":{\"value\":\"#9edae5\"},\"line_alpha\":{\"value\":0.1},\"line_width\":{\"value\":2},\"size\":{\"value\":10},\"x\":{\"field\":\"__x__values\"},\"y\":{\"field\":\"y\"}},\"id\":\"201299\",\"type\":\"Scatter\"},{\"attributes\":{},\"id\":\"193764\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"201468\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#ff9896\"},\"hatch_alpha\":{\"value\":0.2},\"hatch_color\":{\"value\":\"#ff9896\"},\"line_alpha\":{\"value\":0.2},\"line_width\":{\"value\":2},\"size\":{\"value\":10},\"x\":{\"field\":\"__x__values\"},\"y\":{\"field\":\"y\"}},\"id\":\"193740\",\"type\":\"Scatter\"},{\"attributes\":{\"fill_color\":{\"value\":\"#ff9896\"},\"hatch_color\":{\"value\":\"#ff9896\"},\"line_width\":{\"value\":2},\"size\":{\"value\":10},\"x\":{\"field\":\"__x__values\"},\"y\":{\"field\":\"y\"}},\"id\":\"193738\",\"type\":\"Scatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#ff9896\"},\"hatch_alpha\":{\"value\":0.1},\"hatch_color\":{\"value\":\"#ff9896\"},\"line_alpha\":{\"value\":0.1},\"line_width\":{\"value\":2},\"size\":{\"value\":10},\"x\":{\"field\":\"__x__values\"},\"y\":{\"field\":\"y\"}},\"id\":\"193739\",\"type\":\"Scatter\"},{\"attributes\":{\"fill_color\":{\"value\":\"#9edae5\"},\"hatch_color\":{\"value\":\"#9edae5\"},\"line_width\":{\"value\":2},\"size\":{\"value\":10},\"x\":{\"field\":\"__x__values\"},\"y\":{\"field\":\"y\"}},\"id\":\"201298\",\"type\":\"Scatter\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"193736\"},\"glyph\":{\"id\":\"193738\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"193740\"},\"nonselection_glyph\":{\"id\":\"193739\"},\"view\":{\"id\":\"193742\"}},\"id\":\"193741\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#9edae5\"},\"hatch_alpha\":{\"value\":0.2},\"hatch_color\":{\"value\":\"#9edae5\"},\"line_alpha\":{\"value\":0.2},\"line_width\":{\"value\":2},\"size\":{\"value\":10},\"x\":{\"field\":\"__x__values\"},\"y\":{\"field\":\"y\"}},\"id\":\"201300\",\"type\":\"Scatter\"},{\"attributes\":{\"source\":{\"id\":\"193736\"}},\"id\":\"193742\",\"type\":\"CDSView\"}],\"root_ids\":[\"193519\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.3\"}};\n",
       "  const render_items = [{\"docid\":\"cea2ed3a-fc98-419a-a935-98483c5a7d8e\",\"root_ids\":[\"193519\"],\"roots\":{\"193519\":\"5e80f7cf-d062-458d-aca7-741055be8d35\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "193519"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p_scatter = data.plot_bokeh.scatter(\n",
    "    figsize=(800, 800),\n",
    "    x=\"换手率\",\n",
    "    y=\"剩余规模\",\n",
    "    # size=\"curr_iss_amt\",# 大小\n",
    "    hovertool_string=\"@{转债名称}\",\n",
    "    category=\"行业\",  # 作为分类的字段列\n",
    "    title=\"kkj\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>volume</th>\n",
       "      <th>stock_volume</th>\n",
       "      <th>convert_value</th>\n",
       "      <th>ytm_rt</th>\n",
       "      <th>premium_rate</th>\n",
       "      <th>curr_iss_amt</th>\n",
       "      <th>turnover_rt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2021-01-29</td>\n",
       "      <td>108.000</td>\n",
       "      <td>120.000</td>\n",
       "      <td>91.120</td>\n",
       "      <td>91.491</td>\n",
       "      <td>36906.67</td>\n",
       "      <td>3708940</td>\n",
       "      <td>82.64</td>\n",
       "      <td>5.03</td>\n",
       "      <td>10.71</td>\n",
       "      <td>2.450</td>\n",
       "      <td>151.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-02-01</td>\n",
       "      <td>93.110</td>\n",
       "      <td>104.109</td>\n",
       "      <td>91.700</td>\n",
       "      <td>97.770</td>\n",
       "      <td>75998.71</td>\n",
       "      <td>7780920</td>\n",
       "      <td>83.53</td>\n",
       "      <td>3.84</td>\n",
       "      <td>17.05</td>\n",
       "      <td>2.450</td>\n",
       "      <td>317.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2021-02-02</td>\n",
       "      <td>102.000</td>\n",
       "      <td>104.580</td>\n",
       "      <td>94.500</td>\n",
       "      <td>94.990</td>\n",
       "      <td>48506.05</td>\n",
       "      <td>4868060</td>\n",
       "      <td>84.42</td>\n",
       "      <td>4.36</td>\n",
       "      <td>12.52</td>\n",
       "      <td>2.450</td>\n",
       "      <td>198.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2021-02-03</td>\n",
       "      <td>95.280</td>\n",
       "      <td>96.500</td>\n",
       "      <td>93.000</td>\n",
       "      <td>93.900</td>\n",
       "      <td>13633.06</td>\n",
       "      <td>1446080</td>\n",
       "      <td>81.58</td>\n",
       "      <td>4.58</td>\n",
       "      <td>15.10</td>\n",
       "      <td>2.450</td>\n",
       "      <td>59.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021-02-04</td>\n",
       "      <td>95.000</td>\n",
       "      <td>95.200</td>\n",
       "      <td>92.094</td>\n",
       "      <td>92.094</td>\n",
       "      <td>6263.63</td>\n",
       "      <td>673400</td>\n",
       "      <td>79.08</td>\n",
       "      <td>4.93</td>\n",
       "      <td>16.46</td>\n",
       "      <td>2.450</td>\n",
       "      <td>27.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>675</th>\n",
       "      <td>2023-11-15</td>\n",
       "      <td>139.588</td>\n",
       "      <td>140.123</td>\n",
       "      <td>138.329</td>\n",
       "      <td>139.000</td>\n",
       "      <td>9271.47</td>\n",
       "      <td>666460</td>\n",
       "      <td>119.72</td>\n",
       "      <td>-4.54</td>\n",
       "      <td>16.11</td>\n",
       "      <td>1.734</td>\n",
       "      <td>38.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>676</th>\n",
       "      <td>2023-11-16</td>\n",
       "      <td>139.000</td>\n",
       "      <td>139.395</td>\n",
       "      <td>137.000</td>\n",
       "      <td>137.000</td>\n",
       "      <td>14308.23</td>\n",
       "      <td>1035499</td>\n",
       "      <td>120.43</td>\n",
       "      <td>-4.10</td>\n",
       "      <td>13.76</td>\n",
       "      <td>1.734</td>\n",
       "      <td>59.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>677</th>\n",
       "      <td>2023-11-17</td>\n",
       "      <td>136.930</td>\n",
       "      <td>138.628</td>\n",
       "      <td>135.159</td>\n",
       "      <td>138.227</td>\n",
       "      <td>14874.60</td>\n",
       "      <td>1086160</td>\n",
       "      <td>118.13</td>\n",
       "      <td>-4.38</td>\n",
       "      <td>17.01</td>\n",
       "      <td>1.734</td>\n",
       "      <td>62.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>678</th>\n",
       "      <td>2023-11-20</td>\n",
       "      <td>137.800</td>\n",
       "      <td>142.500</td>\n",
       "      <td>137.347</td>\n",
       "      <td>140.390</td>\n",
       "      <td>15032.94</td>\n",
       "      <td>1074080</td>\n",
       "      <td>119.79</td>\n",
       "      <td>-4.87</td>\n",
       "      <td>17.19</td>\n",
       "      <td>1.734</td>\n",
       "      <td>61.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>679</th>\n",
       "      <td>2023-11-21</td>\n",
       "      <td>140.390</td>\n",
       "      <td>148.930</td>\n",
       "      <td>140.320</td>\n",
       "      <td>143.120</td>\n",
       "      <td>135565.08</td>\n",
       "      <td>9323880</td>\n",
       "      <td>124.86</td>\n",
       "      <td>-5.48</td>\n",
       "      <td>14.62</td>\n",
       "      <td>1.734</td>\n",
       "      <td>537.71</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>680 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          date     open     high      low    close     volume  stock_volume  \\\n",
       "0   2021-01-29  108.000  120.000   91.120   91.491   36906.67       3708940   \n",
       "1   2021-02-01   93.110  104.109   91.700   97.770   75998.71       7780920   \n",
       "2   2021-02-02  102.000  104.580   94.500   94.990   48506.05       4868060   \n",
       "3   2021-02-03   95.280   96.500   93.000   93.900   13633.06       1446080   \n",
       "4   2021-02-04   95.000   95.200   92.094   92.094    6263.63        673400   \n",
       "..         ...      ...      ...      ...      ...        ...           ...   \n",
       "675 2023-11-15  139.588  140.123  138.329  139.000    9271.47        666460   \n",
       "676 2023-11-16  139.000  139.395  137.000  137.000   14308.23       1035499   \n",
       "677 2023-11-17  136.930  138.628  135.159  138.227   14874.60       1086160   \n",
       "678 2023-11-20  137.800  142.500  137.347  140.390   15032.94       1074080   \n",
       "679 2023-11-21  140.390  148.930  140.320  143.120  135565.08       9323880   \n",
       "\n",
       "     convert_value  ytm_rt  premium_rate  curr_iss_amt  turnover_rt  \n",
       "0            82.64    5.03         10.71         2.450       151.39  \n",
       "1            83.53    3.84         17.05         2.450       317.59  \n",
       "2            84.42    4.36         12.52         2.450       198.70  \n",
       "3            81.58    4.58         15.10         2.450        59.02  \n",
       "4            79.08    4.93         16.46         2.450        27.49  \n",
       "..             ...     ...           ...           ...          ...  \n",
       "675         119.72   -4.54         16.11         1.734        38.43  \n",
       "676         120.43   -4.10         13.76         1.734        59.72  \n",
       "677         118.13   -4.38         17.01         1.734        62.64  \n",
       "678         119.79   -4.87         17.19         1.734        61.94  \n",
       "679         124.86   -5.48         14.62         1.734       537.71  \n",
       "\n",
       "[680 rows x 12 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_128143 = pd.read_sql_table(\"sz128143\", db.engine)\n",
    "data_128143 = data_128143['turnover_rt']/100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
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heoxhQA==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[680]}},\"selected\":{\"id\":\"246521\"},\"selection_policy\":{\"id\":\"246520\"}},\"id\":\"246506\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"callback\":null,\"formatters\":{\"@__x__values_original\":\"datetime\"},\"mode\":\"vline\",\"renderers\":[{\"id\":\"246544\"}],\"tooltips\":[[\"date\",\"@__x__values_original{%F}\"],[\"open\",\"@{open}\"]]},\"id\":\"246571\",\"type\":\"HoverTool\"},{\"attributes\":{\"months\":[0,2,4,6,8,10]},\"id\":\"246531\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"active_scroll\":{\"id\":\"246493\"},\"tools\":[{\"id\":\"246492\"},{\"id\":\"246493\"},{\"id\":\"246494\"},{\"id\":\"246495\"},{\"id\":\"246496\"},{\"id\":\"246497\"},{\"id\":\"246537\"},{\"id\":\"246571\"}]},\"id\":\"246499\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"246496\",\"type\":\"ResetTool\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"246532\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"mantissas\":[1,2,5],\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"246523\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{},\"id\":\"246495\",\"type\":\"SaveTool\"},{\"attributes\":{\"months\":[0,6]},\"id\":\"246533\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"246498\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"246534\",\"type\":\"YearsTicker\"}],\"root_ids\":[\"246473\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.3\"}};\n",
       "  const render_items = [{\"docid\":\"22695a11-df7a-4124-9dbd-5ccabf75d226\",\"root_ids\":[\"246473\"],\"roots\":{\"246473\":\"62b94ca5-9cfb-42cb-8206-4642095f9050\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "246473"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p_line = data_128143.plot_bokeh(\n",
    "    x='date',\n",
    "    y=['close','open'],\n",
    "    kind=\"line\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.plot_bokeh()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.plot_bokeh.line(\n",
    "    figsize=(800, 450),  # 图表大小\n",
    "    x='bond_nm',\n",
    "    y=['price','bond_premium_rt'],    # 用于作图的列 , 当多列时用list格式\n",
    "    title=\"苹果股价趋势\",  # 图表标题\n",
    "    xlabel=\"bond_nm\",   # x轴名称\n",
    "    ylabel=\"股价 [$]\",  # y轴名称\n",
    "    yticks=[0, 100, 200, 300, 400], # y轴刻度\n",
    "    ylim=(0, 400),   # y轴刻度的起止数\n",
    "    toolbar_location='above', # 工具栏显示位置   None(无) above(上), below(下), left(左)  right(右)\n",
    "    color = '#0f3057', # 颜色:样式1'red' 'blue'  样式2:#03506f  #ec4646  #23689b\n",
    "    panning=True,   #是否可以平移\n",
    "    zooming=True)  # 是否可以缩放"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.plot_bokeh.line(\n",
    "    figsize=(800, 450),  # 图表大小\n",
    "    title=\"苹果 vs 谷歌\",  #图表标题\n",
    "    xlabel=\"日期\",        # x轴名称\n",
    "    ylabel=\"股票价格 [$]\",   # y轴名称\n",
    "    yticks=[0, 50, 100, 150, 200],   #y轴刻度\n",
    "    ylim=(150, 300),                  # y轴最大值 最小值\n",
    "    xlim=(\"2020-01-01\", \"2020-02-01\"),  # x轴区间\n",
    "    colormap=[\"blue\",\"green\" ],           # 颜色 #11698e  #16c79a   \"red\", \"blue\",\"green\" 列表格式   \n",
    "    #颜色设置 网站https://colorhunt.co/palettes/blue\n",
    "    plot_data_points=True,             # 数据标记是否显示\n",
    "    plot_data_points_size=10,          # 标记大小\n",
    "    marker=\"*\")                 # 标记样式  asterisk  # 标记样式  x o p . *  v  ^  +  -"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 创建数据\n",
    "ts = pd.Series(np.random.randn(1000), \n",
    "               index=pd.date_range('1/1/2000', \n",
    "                                   periods=1000))\n",
    "df = pd.DataFrame(np.random.randn(1000, 4), \n",
    "                  index=ts.index, \n",
    "                  columns=list('ABCD'))\n",
    "df = df.cumsum()\n",
    "df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 作图\n",
    "df.plot_bokeh(rangetool=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 创建数据\n",
    "import numpy as np\n",
    "x = np.arange(-3, 3, 0.1) # 起点-3 ,终点3, 不长0.1的数组\n",
    "y2 = x**2\n",
    "y3 = x**3\n",
    "df = pd.DataFrame({\"x\": x, \"平方\": y2, \"立方\": y3})\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 点图\n",
    "df.plot_bokeh.point(\n",
    "    x=\"x\",  # x轴\n",
    "    xticks=range(-3, 4),  \n",
    "    size=5,\n",
    "    colormap=[\"#21209c\", \"#fdb827\"],\n",
    "    title=\"点图 (平方 vs. 立方)\",\n",
    "    marker=\"+\")   # 标记样式  x o p . *  v  ^  +  -\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 作图数据\n",
    "df = pd.read_csv('C:/Users/yyz/Desktop/pandas-bokeh/data/iris.csv')\n",
    "df.columns = ['花萼长度','花萼宽度','花瓣长度','花瓣宽度','物种']\n",
    "df['物种'].replace(['setosa','versicolor','virginica'],['山鸢尾','杂色鸢尾','维吉尼亚鸢尾'],inplace=True)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 修改其中的一个数值,为了查看散点大小\n",
    "# df.loc[13, \"花萼长度\"] = 15\n",
    "#散点图\n",
    "p_scatter = data.plot_bokeh.scatter(\n",
    "    x=\"price\",\n",
    "    y=\"premium_rt\",\n",
    "    # size=\"curr_iss_amt\",# 大小\n",
    "    category=\"sw_nm_r\",  # 作为分类的字段列\n",
    "    title=\"kkj\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 创建数据\n",
    "data = {\n",
    "    '水果':['苹果', '梨', '油桃', '李子', '葡萄', '草莓'],\n",
    "    '2018': [2, 1, 4, 3, 2, 4],\n",
    "    '2019': [5, 3, 3, 2, 4, 6],\n",
    "    '2020': [3, 2, 4, 4, 5, 3]}\n",
    "df = pd.DataFrame(data).set_index(\"水果\")\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 创建柱形图\n",
    "p_bar = df.plot_bokeh.bar(\n",
    "    ylabel=\"单位价格 [$]\", # y轴名称\n",
    "    title=\"水果每年价格\",  # 图表标题 \n",
    "    alpha=0.6)             # 透明度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 创建堆积柱形图\n",
    "p_stacked_bar = df.plot_bokeh.bar(\n",
    "    ylabel=\"单位价格 [$]\",  # y轴名称\n",
    "    title=\"水果每年价格\",   # 图表标题\n",
    "    stacked=True,  # 是否设置为堆积柱形图\n",
    "    alpha=0.6)  # 透明度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 创建数据\n",
    "import numpy as np\n",
    "df_hist = pd.DataFrame({\n",
    "    'a': np.random.randn(1000) + 1,\n",
    "    'b': np.random.randn(1000),\n",
    "    'c': np.random.randn(1000) - 1\n",
    "    },\n",
    "    columns=['a', 'b', 'c'])\n",
    "df_hist.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#直方图:\n",
    "df_hist.plot_bokeh.hist(\n",
    "    bins=np.linspace(-5, 5, 41), # 从-5 到5 分成41个数, 40个区间\n",
    "    vertical_xlabel=True,   # x轴文字垂直显示, 文字太多会重叠\n",
    "    hovertool=False, # 鼠标放在图上是否显示具体信息\n",
    "    title=\"正太分布 (重合)\",  # 标题\n",
    "    line_color=\"black\")   # 柱形边框线条颜色"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 直方图 系列之间不重叠\n",
    "df_hist.plot_bokeh.hist(\n",
    "    bins=np.linspace(-5, 5, 41),  # 从-5 到5 分成41个数, 40个区间\n",
    "    histogram_type=\"sidebyside\", # 系列直接不重叠\n",
    "    vertical_xlabel=True,  # x轴文字垂直显示, 文字太多会重叠\n",
    "    hovertool=False,  # 鼠标放在图上是否显示具体信息\n",
    "    title=\"正太分布(并列)\",\n",
    "    line_color=\"black\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#堆积直方图\n",
    "df_hist.plot_bokeh.hist(\n",
    "    bins=np.linspace(-5, 5, 41),  # 从-5 到5 分成41个数, 40个区间\n",
    "    histogram_type=\"stacked\",  # 堆积\n",
    "    vertical_xlabel=True,   # x轴文字垂直显示, 文字太多会重叠\n",
    "    hovertool=False,    # 鼠标放在图上是否显示具体信息\n",
    "    title=\"正太分布(堆积)\",\n",
    "    line_color=\"black\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 作图数据\n",
    "df_energy = pd.read_csv('C:/Users/yyz/Desktop/pandas-bokeh/Pandas-Bokeh-master/docs/Testdata/energy/energy.csv', parse_dates=[\"Year\"])\n",
    "df_energy.columns = ['年','石油','煤气','煤','核能','水力发电','其他可再生能源']\n",
    "df_energy.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 面积图\n",
    "df_energy.plot_bokeh.area(\n",
    "    x=\"年\",\n",
    "    stacked=True,\n",
    "    legend=\"top_left\",\n",
    "    colormap=[\"brown\", \"orange\", \"black\", \"grey\", \"blue\", \"green\"],\n",
    "    title=\"按能源来源划分的全球能源消费\",\n",
    "    ylabel=\"百万吨油当量\",\n",
    "    ylim=(0, 16000))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "pycharm": {
     "is_executing": true
    }
   },
   "outputs": [],
   "source": [
    "# 百分比面积图\n",
    "df_energy.plot_bokeh.area(\n",
    "    x=\"年\",\n",
    "    stacked=True,\n",
    "    normed=100,\n",
    "    legend=\"bottom_left\",\n",
    "    colormap=[\"brown\", \"orange\", \"black\", \"grey\", \"blue\", \"green\"],\n",
    "    title=\"按能源来源划分的全球能源消费\",\n",
    "    ylabel=\"百万吨油当量\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 作图数据\n",
    "df_pie = pd.read_csv(\"C:/Users/yyz/Desktop/pandas-bokeh/data/饼图.csv\",encoding='gbk')\n",
    "df_pie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 单个系列\n",
    "df_pie.plot_bokeh.pie(\n",
    "    x=\"城市\",\n",
    "    y=\"2020\",\n",
    "    colormap=['#084594', '#2171b5', '#4292c6', '#6baed6', '#9ecae1', '#c6dbef', '#eff3ff'],  # \n",
    "    title=\"不同城市占比\",\n",
    "    )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 读个系列 (更合适做法,做多个图,然后组合)\n",
    "df_pie.plot_bokeh.pie(\n",
    "    x=\"城市\",\n",
    "    colormap= ['#084594', '#2171b5', '#4292c6', '#6baed6', '#9ecae1', '#c6dbef', '#eff3ff'],\n",
    "    title=\"不同城市占比 [2016-2020]\",\n",
    "    line_color=\"grey\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据\n",
    "df = pd.DataFrame(np.random.rand(10, 4), columns=['a', 'b', 'c', 'd'])\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.plot_bokeh(kind=\"bar\", figsize=(900, 450) ) #, sizing_mode=\"scale_width\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据\n",
    "import numpy as np\n",
    "np.random.seed(42)\n",
    "df = pd.DataFrame({\n",
    "    \"谷歌\": np.random.randn(1000) + 0.2,\n",
    "    \"苹果\": np.random.randn(1000) + 0.17\n",
    "},\n",
    "                  index=pd.date_range('1/1/2000', periods=1000))\n",
    "df = df.cumsum()\n",
    "df = df + 50\n",
    "# 线形图\n",
    "df.plot_bokeh(\n",
    "    kind=\"line\",\n",
    "    title=\"苹果 vs 谷歌\",\n",
    "    xlabel=\"时间\",\n",
    "    ylabel=\"股价 [$]\",\n",
    "    figsize=(900, 450),\n",
    "    yticks=[0, 100, 200, 300, 400],\n",
    "    ylim=(0, 400),\n",
    "    colormap=[\"red\", \"blue\"],\n",
    "    number_format=\"1.0 $\"\n",
    ")  # 数字标签格式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 创建数据\n",
    "df = pd.DataFrame({\"动物\": [\"老鼠\", \"兔子\", \"狗\", \"老虎\", \"大象\", \"鲸鱼\"],\n",
    "                   \"体重 [克]\": [19, 3000, 40000, 200000, 6000000, 50000000]})\n",
    "df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 作图\n",
    "p_scientific = df.plot_bokeh(x=\"动物\", y=\"体重 [克]\", show_figure=False)\n",
    "p_non_scientific = df.plot_bokeh(x=\"动物\", y=\"体重 [克]\", disable_scientific_axes=\"y\", show_figure=False)\n",
    "# 组合\n",
    "pandas_bokeh.plot_grid([[p_scientific, p_non_scientific]], plot_width = 450)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import pandas_bokeh\n",
    "pandas_bokeh.output_notebook()  # 显示方式\n",
    "\n",
    "#柱形图:--------------------------------------------------------------\n",
    "\n",
    "# 数据源\n",
    "data = {\n",
    "    '水果':['苹果', '梨', '油桃', '李子', '葡萄', '草莓'],\n",
    "    '2018': [2, 1, 4, 3, 2, 4],\n",
    "    '2019': [5, 3, 3, 2, 4, 6],\n",
    "    '2020': [3, 2, 4, 4, 5, 3]}\n",
    "df = pd.DataFrame(data).set_index(\"水果\")\n",
    "\n",
    "# 作图\n",
    "p_bar = df.plot_bokeh(\n",
    "    kind=\"bar\",\n",
    "    ylabel=\"单位价格 [€]\",\n",
    "    title=\"水果每年价格\",\n",
    "    show_figure=False)\n",
    "\n",
    "#线形图:--------------------------------------------------------------\n",
    "\n",
    "# 数据源\n",
    "np.random.seed(42)\n",
    "df = pd.DataFrame({\n",
    "    \"谷歌\": np.random.randn(1000) + 0.2,\n",
    "    \"苹果\": np.random.randn(1000) + 0.17\n",
    "},\n",
    "                  index=pd.date_range('1/1/2000', periods=1000))\n",
    "df = df.cumsum()\n",
    "df = df + 50\n",
    "\n",
    "# 作图\n",
    "p_line = df.plot_bokeh(\n",
    "    kind=\"line\",\n",
    "    title=\"苹果 vs 谷歌\",\n",
    "    xlabel=\"日期\",\n",
    "    ylabel=\"股价 [$]\",\n",
    "    yticks=[0, 100, 200, 300, 400],\n",
    "    ylim=(0, 400),\n",
    "    colormap=[\"red\", \"blue\"],\n",
    "    show_figure=False)\n",
    "\n",
    "#散点图:--------------------------------------------------------------\n",
    "\n",
    "# 数据源\n",
    "df = pd.read_csv('C:/Users/yyz/Desktop/pandas-bokeh/data/iris.csv')\n",
    "df.columns = ['花萼长度','花萼宽度','花瓣长度','花瓣宽度','物种']\n",
    "df['物种'].replace(['setosa','versicolor','virginica'],['山鸢尾','杂色鸢尾','维吉尼亚鸢尾'],inplace=True)\n",
    "\n",
    "# 作图\n",
    "p_scatter = df.plot_bokeh.scatter(\n",
    "    x=\"花瓣长度\",\n",
    "    y=\"花萼宽度\",\n",
    "    size=\"花萼长度\",# 大小\n",
    "    category=\"物种\",  # 作为分类的字段列\n",
    "    title=\"鸢尾花卉数据集可视化\",\n",
    "    show_figure=False)  \n",
    "\n",
    "#直方图:--------------------------------------------------------------\n",
    "\n",
    "# 数据源\n",
    "df_hist = pd.DataFrame({\n",
    "    'a': np.random.randn(1000) + 1,\n",
    "    'b': np.random.randn(1000),\n",
    "    'c': np.random.randn(1000) - 1\n",
    "},\n",
    "                       columns=['a', 'b', 'c'])\n",
    "# 作图\n",
    "p_hist = df_hist.plot_bokeh(\n",
    "    kind=\"hist\",\n",
    "    bins=np.arange(-6, 6.5, 0.5),\n",
    "    vertical_xlabel=True,\n",
    "    normed=100,\n",
    "    hovertool=False,\n",
    "    title=\"正太分布\",\n",
    "    show_figure=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "p_line.plot_width = 900\n",
    "p_hist.plot_width = 900\n",
    "\n",
    "# 组合方式二\n",
    "layout = pandas_bokeh.column(p_line,\n",
    "                pandas_bokeh.row(p_scatter, p_bar),\n",
    "                p_hist)\n",
    "\n",
    "pandas_bokeh.show(layout)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bokeh.io import export_png\n",
    "# pip install selenium  需要先安装selenium\n",
    "# conda install -c conda-forge firefox geckodriver\n",
    "layout = pandas_bokeh.column(p_line,\n",
    "                pandas_bokeh.row(p_scatter, p_bar),\n",
    "                p_hist)\n",
    "pandas_bokeh.show(layout)    \n",
    "export_png(layout, filename='C:/Users/yyz/Desktop/pandas_bokeh.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import faker\n",
    "f = faker.Faker(locale='zh-CN')\n",
    "faker.Faker.seed(10000)   # 每次随机数不变\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "np.random.seed(10000)   # 每次随机数不变\n",
    "\n",
    "data = pd.DataFrame()\n",
    "for i in range(100):\n",
    "    datai = pd.DataFrame({'编号': \"N2020_%s\" % (np.random.choice(['A','B','C'])),\n",
    "                          '姓名':f.name(),\n",
    "                          '性别':np.random.choice(['男','女']),\n",
    "                          '公司':f.company(),\n",
    "                          '完成率':np.random.random(),\n",
    "                          '销售':np.random.randint(100,300,1)},\n",
    "                          index = [i])\n",
    "    data = data.append(datai)\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "p_scatter = data.plot_bokeh.scatter(\n",
    "    x=\"完成率\",\n",
    "    y=\"销售\",\n",
    "    category=\"性别\",  # 作为分类的字段列\n",
    "    title=\"销售数据分布\",\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "p_scatter = data.plot_bokeh.scatter(\n",
    "    x=\"完成率\",\n",
    "    y=\"销售\",\n",
    "    category=\"性别\",  # 作为分类的字段列\n",
    "    title=\"销售数据分布\",\n",
    "    hovertool_string=\"\"\"<h3>@{姓名} </h3>\n",
    "    <h4> 公司名称: @{公司} </h4>\n",
    "    <h4> 完成率: @{完成率} </h4>\n",
    "    <h4> 销售: @{销售} </h4>\"\"\",\n",
    "    )\n",
    "\n",
    "作者：JackYang\n",
    "链接：https://zhuanlan.zhihu.com/p/376248349\n",
    "来源：知乎\n",
    "著作权归作者所有。商业转载请联系作者获得授权，非商业转载请注明出处。"
   ]
  }
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